Pandas Profiling Report

Dataset statistics

Number of variables	44
Number of observations	125972
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	42.3 MiB
Average record size in memory	352.0 B

Variable types

Numeric	29
Categorical	15

Alerts

`num_outbound_cmds` has constant value "0"	Constant
`service` has a high cardinality: 70 distinct values	High cardinality
`src_bytes` is highly correlated with `dst_bytes` and 8 other fields	High correlation
`dst_bytes` is highly correlated with `src_bytes` and 7 other fields	High correlation
`hot` is highly correlated with `service` and 1 other fields	High correlation
`logged_in` is highly correlated with `service` and 12 other fields	High correlation
`num_compromised` is highly correlated with `num_root` and 1 other fields	High correlation
`root_shell` is highly correlated with `num_access_files`	High correlation
`su_attempted` is highly correlated with `num_access_files`	High correlation
`is_guest_login` is highly correlated with `service` and 1 other fields	High correlation
`count` is highly correlated with `service` and 13 other fields	High correlation
`srv_count` is highly correlated with `protocol_type` and 3 other fields	High correlation
`serror_rate` is highly correlated with `service` and 12 other fields	High correlation
`srv_serror_rate` is highly correlated with `service` and 12 other fields	High correlation
`rerror_rate` is highly correlated with `flag` and 8 other fields	High correlation
`srv_rerror_rate` is highly correlated with `flag` and 5 other fields	High correlation
`same_srv_rate` is highly correlated with `service` and 13 other fields	High correlation
`diff_srv_rate` is highly correlated with `rerror_rate` and 3 other fields	High correlation
`dst_host_count` is highly correlated with `service` and 8 other fields	High correlation
`dst_host_srv_count` is highly correlated with `service` and 12 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `service` and 13 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `duration` and 7 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `protocol_type` and 8 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `protocol_type` and 7 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `service` and 13 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `service` and 11 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `flag` and 7 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `flag` and 3 other fields	High correlation
`last_flag` is highly correlated with `service` and 3 other fields	High correlation
`attack_class` is highly correlated with `service` and 17 other fields	High correlation
`num_root` is highly correlated with `num_compromised` and 1 other fields	High correlation
`num_access_files` is highly correlated with `num_compromised` and 3 other fields	High correlation
`service` is highly correlated with `protocol_type` and 21 other fields	High correlation
`land` is highly correlated with `attack`	High correlation
`num_shells` is highly correlated with `attack`	High correlation
`num_outbound_cmds` is highly correlated with `is_guest_login` and 13 other fields	High correlation
`urgent` is highly correlated with `num_outbound_cmds`	High correlation
`wrong_fragment` is highly correlated with `attack`	High correlation
`protocol_type` is highly correlated with `service` and 4 other fields	High correlation
`attack` is highly correlated with `protocol_type` and 27 other fields	High correlation
`flag` is highly correlated with `service` and 15 other fields	High correlation
`is_host_login` is highly correlated with `num_outbound_cmds`	High correlation
`duration` is highly correlated with `dst_host_diff_srv_rate`	High correlation
`num_failed_logins` is highly correlated with `attack`	High correlation
`srv_diff_host_rate` is highly correlated with `service` and 2 other fields	High correlation
`src_bytes` is highly skewed (γ1 = 190.6685901)	Skewed
`dst_bytes` is highly skewed (γ1 = 290.0517595)	Skewed
`num_failed_logins` is highly skewed (γ1 = 53.76421073)	Skewed
`num_compromised` is highly skewed (γ1 = 250.1068908)	Skewed
`num_root` is highly skewed (γ1 = 236.9127838)	Skewed
`num_file_creations` is highly skewed (γ1 = 55.66511972)	Skewed
`num_access_files` is highly skewed (γ1 = 45.55478025)	Skewed
`duration` has 115954 (92.0%) zeros	Zeros
`src_bytes` has 49392 (39.2%) zeros	Zeros
`dst_bytes` has 67966 (54.0%) zeros	Zeros
`hot` has 123301 (97.9%) zeros	Zeros
`num_failed_logins` has 125850 (99.9%) zeros	Zeros
`num_compromised` has 124686 (99.0%) zeros	Zeros
`num_root` has 125323 (99.5%) zeros	Zeros
`num_file_creations` has 125685 (99.8%) zeros	Zeros
`num_access_files` has 125601 (99.7%) zeros	Zeros
`serror_rate` has 86828 (68.9%) zeros	Zeros
`srv_serror_rate` has 88753 (70.5%) zeros	Zeros
`rerror_rate` has 109782 (87.1%) zeros	Zeros
`srv_rerror_rate` has 109766 (87.1%) zeros	Zeros
`same_srv_rate` has 2766 (2.2%) zeros	Zeros
`diff_srv_rate` has 76216 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 97573 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 6927 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 46989 (37.3%) zeros	Zeros
`dst_host_same_src_port_rate` has 63023 (50.0%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 86903 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 81385 (64.6%) zeros	Zeros
`dst_host_srv_serror_rate` has 85359 (67.8%) zeros	Zeros
`dst_host_rerror_rate` has 103178 (81.9%) zeros	Zeros
`dst_host_srv_rerror_rate` has 106615 (84.6%) zeros	Zeros

Reproduction

Analysis started	2022-09-14 05:50:00.176525
Analysis finished	2022-09-14 05:52:42.157691
Duration	2 minutes and 41.98 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

duration
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	2981
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	287.1469295

Minimum	0
Maximum	42908
Zeros	115954
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	42908
Range	42908
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2604.525522
Coefficient of variation (CV)	9.070358254
Kurtosis	156.0755362
Mean	287.1469295
Median Absolute Deviation (MAD)	0
Skewness	11.8801818
Sum	36172473
Variance	6783553.194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115954	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
27	197	0.2%
6	193	0.2%
28	181	0.1%
7	127	0.1%
Other values (2971)	5282	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115954	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
6	193	0.2%
7	127	0.1%
8	98	0.1%
9	95	0.1%

Value	Count	Frequency (%)
42908	1	< 0.1%
42888	1	< 0.1%
42862	1	< 0.1%
42837	1	< 0.1%
42804	1	< 0.1%
42778	1	< 0.1%
42746	1	< 0.1%
42723	1	< 0.1%
42699	1	< 0.1%
42679	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

tcp	102688
udp	14993
icmp	8291

Length

Max length	4
Median length	3
Mean length	3.065816213
Min length	3

Characters and Unicode

Total characters	386207
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	udp
2nd row	tcp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	102688	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
tcp	102688	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Most occurring characters

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	386207	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	386207	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	386207	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	125972	32.6%
c	110979	28.7%
t	102688	26.6%
u	14993	3.9%
d	14993	3.9%
i	8291	2.1%
m	8291	2.1%

service
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	70
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

http	40338
private	21853
domain_u	9043
smtp	7313
ftp_data	6859
Other values (65)	40566

Length

Max length	11
Median length	10
Mean length	5.466429048
Min length	3

Characters and Unicode

Total characters	688617
Distinct characters	40
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	other
2nd row	private
3rd row	http
4th row	http
5th row	private

Common Values

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6859	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6859	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Most occurring characters

Value	Count	Frequency (%)
t	145595	21.1%
p	88150	12.8%
a	51382	7.5%
h	49666	7.2%
e	49119	7.1%
i	48525	7.0%
r	34885	5.1%
_	29464	4.3%
o	24559	3.6%
n	22585	3.3%
Other values (30)	144687	21.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	651472	94.6%
Connector Punctuation	29464	4.3%
Decimal Number	6185	0.9%
Uppercase Letter	1496	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	145595	22.3%
p	88150	13.5%
a	51382	7.9%
h	49666	7.6%
e	49119	7.5%
i	48525	7.4%
r	34885	5.4%
o	24559	3.8%
n	22585	3.5%
v	22472	3.4%
Other values (15)	114534	17.6%

Decimal Number

Value	Count	Frequency (%)
4	1708	27.6%
3	1656	26.8%
0	866	14.0%
5	862	13.9%
9	862	13.9%
1	148	2.4%
2	79	1.3%
8	3	< 0.1%
7	1	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
Z	862	57.6%
C	187	12.5%
I	187	12.5%
R	187	12.5%
X	73	4.9%

Connector Punctuation

Value	Count	Frequency (%)
_	29464	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	652968	94.8%
Common	35649	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	145595	22.3%
p	88150	13.5%
a	51382	7.9%
h	49666	7.6%
e	49119	7.5%
i	48525	7.4%
r	34885	5.3%
o	24559	3.8%
n	22585	3.5%
v	22472	3.4%
Other values (20)	116030	17.8%

Common

Value	Count	Frequency (%)
_	29464	82.7%
4	1708	4.8%
3	1656	4.6%
0	866	2.4%
5	862	2.4%
9	862	2.4%
1	148	0.4%
2	79	0.2%
8	3	< 0.1%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	688617	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	145595	21.1%
p	88150	12.8%
a	51382	7.5%
h	49666	7.2%
e	49119	7.1%
i	48525	7.0%
r	34885	5.1%
_	29464	4.3%
o	24559	3.6%
n	22585	3.3%
Other values (30)	144687	21.0%

flag
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

SF	74944
S0	34851
REJ	11233
RSTR	2421
RSTO	1562
Other values (6)	961

Length

Max length	6
Median length	2
Mean length	2.156042613
Min length	2

Characters and Unicode

Total characters	271601
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	S0
3rd row	SF
4th row	SF
5th row	REJ

Common Values

Value	Count	Frequency (%)
SF	74944	59.5%
S0	34851	27.7%
REJ	11233	8.9%
RSTR	2421	1.9%
RSTO	1562	1.2%
S1	365	0.3%
SH	271	0.2%
S2	127	0.1%
RSTOS0	103	0.1%
S3	49	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	74944	59.5%
s0	34851	27.7%
rej	11233	8.9%
rstr	2421	1.9%
rsto	1562	1.2%
s1	365	0.3%
sh	271	0.2%
s2	127	0.1%
rstos0	103	0.1%
s3	49	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
S	114796	42.3%
F	74944	27.6%
0	34954	12.9%
R	17740	6.5%
E	11233	4.1%
J	11233	4.1%
T	4132	1.5%
O	1711	0.6%
1	365	0.1%
H	317	0.1%
Other values (2)	176	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	236106	86.9%
Decimal Number	35495	13.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	114796	48.6%
F	74944	31.7%
R	17740	7.5%
E	11233	4.8%
J	11233	4.8%
T	4132	1.8%
O	1711	0.7%
H	317	0.1%

Decimal Number

Value	Count	Frequency (%)
0	34954	98.5%
1	365	1.0%
2	127	0.4%
3	49	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	236106	86.9%
Common	35495	13.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	114796	48.6%
F	74944	31.7%
R	17740	7.5%
E	11233	4.8%
J	11233	4.8%
T	4132	1.8%
O	1711	0.7%
H	317	0.1%

Common

Value	Count	Frequency (%)
0	34954	98.5%
1	365	1.0%
2	127	0.4%
3	49	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	271601	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	114796	42.3%
F	74944	27.6%
0	34954	12.9%
R	17740	6.5%
E	11233	4.1%
J	11233	4.1%
T	4132	1.5%
O	1711	0.6%
1	365	0.1%
H	317	0.1%
Other values (2)	176	0.1%

src_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	3341
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45567.10082

Minimum	0
Maximum	1379963888
Zeros	49392
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	276
95-th percentile	1480
Maximum	1379963888
Range	1379963888
Interquartile range (IQR)	276

Descriptive statistics

Standard deviation	5870354.481
Coefficient of variation (CV)	128.8287904
Kurtosis	39353.80883
Mean	45567.10082
Median Absolute Deviation (MAD)	44
Skewness	190.6685901
Sum	5740178825
Variance	3.446106173 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49392	39.2%
8	3691	2.9%
1	2432	1.9%
44	2334	1.9%
45	2089	1.7%
1032	2001	1.6%
46	1294	1.0%
43	1284	1.0%
105	998	0.8%
147	948	0.8%
Other values (3331)	59509	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49392	39.2%
1	2432	1.9%
4	2	< 0.1%
5	28	< 0.1%
6	147	0.1%
7	107	0.1%
8	3691	2.9%
9	199	0.2%
10	195	0.2%
11	76	0.1%

Value	Count	Frequency (%)
1379963888	1	< 0.1%
1167519497	1	< 0.1%
693375640	1	< 0.1%
621568663	1	< 0.1%
381709090	1	< 0.1%
217277339	1	< 0.1%
89581520	1	< 0.1%
24418776	1	< 0.1%
21945520	1	< 0.1%
18828976	1	< 0.1%

dst_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	9326
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19779.27143

Minimum	0
Maximum	1309937401
Zeros	67966
Zeros (%)	54.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	516
95-th percentile	8314
Maximum	1309937401
Range	1309937401
Interquartile range (IQR)	516

Descriptive statistics

Standard deviation	4021285.112
Coefficient of variation (CV)	203.3080503
Kurtosis	90941.01261
Mean	19779.27143
Median Absolute Deviation (MAD)	0
Skewness	290.0517595
Sum	2491634381
Variance	1.617073395 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67966	54.0%
105	1497	1.2%
8314	888	0.7%
330	528	0.4%
331	512	0.4%
44	511	0.4%
42	478	0.4%
328	470	0.4%
332	469	0.4%
4	454	0.4%
Other values (9316)	52199	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	67966	54.0%
1	22	< 0.1%
3	1	< 0.1%
4	454	0.4%
5	4	< 0.1%
6	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	47	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
1309937401	1	< 0.1%
400291060	2	< 0.1%
7028652	1	< 0.1%
5155468	1	< 0.1%
5153771	1	< 0.1%
5153460	1	< 0.1%
5151385	1	< 0.1%
5151154	1	< 0.1%
5151049	1	< 0.1%
5150938	1	< 0.1%

land
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125947
1	25

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125947	> 99.9%
1	25	< 0.1%

wrong_fragment
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124882
3	884
1	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124882	99.1%
3	884	0.7%
1	206	0.2%

urgent
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125963
1	5
2	3
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125963	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

hot
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2044105039

Minimum	0
Maximum	77
Zeros	123301
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.14997689
Coefficient of variation (CV)	10.51793743
Kurtosis	168.0128936
Mean	0.2044105039
Median Absolute Deviation (MAD)	0
Skewness	12.58983526
Sum	25750
Variance	4.622400628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123301	97.9%
2	1037	0.8%
1	369	0.3%
28	277	0.2%
30	256	0.2%
4	173	0.1%
6	140	0.1%
5	76	0.1%
24	68	0.1%
19	57	< 0.1%
Other values (18)	218	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123301	97.9%
1	369	0.3%
2	1037	0.8%
3	54	< 0.1%
4	173	0.1%
5	76	0.1%
6	140	0.1%
7	5	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
44	2	< 0.1%
33	1	< 0.1%
30	256	0.2%
28	277	0.2%
25	2	< 0.1%
24	68	0.1%
22	55	< 0.1%
21	1	< 0.1%
20	9	< 0.1%

num_failed_logins
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001222493888

Minimum	0
Maximum	5
Zeros	125850
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04523931841
Coefficient of variation (CV)	37.00576246
Kurtosis	3869.038558
Mean	0.001222493888
Median Absolute Deviation (MAD)	0
Skewness	53.76421073
Sum	154
Variance	0.00204659593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	125850	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125850	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	3	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	104	0.1%
0	125850	99.9%

logged_in
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	76120
1	49852

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring characters

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	76120	60.4%
1	49852	39.6%

num_compromised
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	88
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2792525323

Minimum	0
Maximum	7479
Zeros	124686
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7479
Range	7479
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.94213726
Coefficient of variation (CV)	85.73650904
Kurtosis	75955.62481
Mean	0.2792525323
Median Absolute Deviation (MAD)	0
Skewness	250.1068908
Sum	35178
Variance	573.2259366
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124686	99.0%
1	976	0.8%
2	98	0.1%
4	40	< 0.1%
3	38	< 0.1%
6	19	< 0.1%
5	17	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
Other values (78)	87	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124686	99.0%
1	976	0.8%
2	98	0.1%
3	38	< 0.1%
4	40	< 0.1%
5	17	< 0.1%
6	19	< 0.1%
7	5	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
7479	1	< 0.1%
1739	1	< 0.1%
1043	1	< 0.1%
884	2	< 0.1%
809	1	< 0.1%
789	1	< 0.1%
767	1	< 0.1%
761	1	< 0.1%
756	1	< 0.1%
751	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125803
1	169

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125803	99.9%
1	169	0.1%

su_attempted
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125892
2	59
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125892	99.9%
2	59	< 0.1%
1	21	< 0.1%

num_root
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3021941384

Minimum	0
Maximum	7468
Zeros	125323
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7468
Range	7468
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	24.39971492
Coefficient of variation (CV)	80.74185373
Kurtosis	70069.6526
Mean	0.3021941384
Median Absolute Deviation (MAD)	0
Skewness	236.9127838
Sum	38068
Variance	595.3460882
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	125323	99.5%
1	273	0.2%
9	121	0.1%
6	99	0.1%
2	33	< 0.1%
5	24	< 0.1%
4	12	< 0.1%
3	7	< 0.1%
7	2	< 0.1%
857	2	< 0.1%
Other values (72)	76	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125323	99.5%
1	273	0.2%
2	33	< 0.1%
3	7	< 0.1%
4	12	< 0.1%
5	24	< 0.1%
6	99	0.1%
7	2	< 0.1%
8	1	< 0.1%
9	121	0.1%

Value	Count	Frequency (%)
7468	1	< 0.1%
1743	1	< 0.1%
1045	1	< 0.1%
993	1	< 0.1%
975	1	< 0.1%
889	1	< 0.1%
867	1	< 0.1%
857	2	< 0.1%
849	1	< 0.1%
841	1	< 0.1%

num_file_creations
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01266948211

Minimum	0
Maximum	43
Zeros	125685
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4839369889
Coefficient of variation (CV)	38.19706163
Kurtosis	3603.28308
Mean	0.01266948211
Median Absolute Deviation (MAD)	0
Skewness	55.66511972
Sum	1596
Variance	0.2341950092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	125685	99.8%
1	151	0.1%
2	41	< 0.1%
4	13	< 0.1%
3	5	< 0.1%
8	5	< 0.1%
15	5	< 0.1%
10	5	< 0.1%
5	5	< 0.1%
17	5	< 0.1%
Other values (25)	52	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125685	99.8%
1	151	0.1%
2	41	< 0.1%
3	5	< 0.1%
4	13	< 0.1%
5	5	< 0.1%
6	3	< 0.1%
7	4	< 0.1%
8	5	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
43	1	< 0.1%
40	3	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%
33	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	3	< 0.1%

num_shells
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125925
1	42
2	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125925	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

num_access_files
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00409614835

Minimum	0
Maximum	9
Zeros	125601
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.09936994949
Coefficient of variation (CV)	24.25936294
Kurtosis	2862.781626
Mean	0.00409614835
Median Absolute Deviation (MAD)	0
Skewness	45.55478025
Sum	516
Variance	0.009874386862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	125601	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
6	4	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125601	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
4	5	< 0.1%
5	6	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
3	8	< 0.1%
2	29	< 0.1%
1	313	0.2%
0	125601	99.7%

num_outbound_cmds
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125972

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125972	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125972	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125972	100.0%

is_host_login
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	125971
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	125971	> 99.9%
1	1	< 0.1%

is_guest_login
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0	124785
1	1187

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	125972
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125972	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	125972	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125972	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124785	99.1%
1	1187	0.9%

count
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	512
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.10820659

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	14
Q3	143
95-th percentile	286
Maximum	511
Range	511
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	114.5088282
Coefficient of variation (CV)	1.361446556
Kurtosis	2.006881181
Mean	84.10820659
Median Absolute Deviation (MAD)	13
Skewness	1.514263629
Sum	10595279
Variance	13112.27173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	27763	22.0%
2	9473	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%
10	1610	1.3%
Other values (502)	68282	54.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	27763	22.0%
2	9473	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%

Value	Count	Frequency (%)
511	1437	1.1%
510	307	0.2%
509	243	0.2%
508	31	< 0.1%
507	6	< 0.1%
506	3	< 0.1%
505	2	< 0.1%
504	3	< 0.1%
503	4	< 0.1%
502	5	< 0.1%

srv_count
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	509
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.73809259

Minimum	0
Maximum	511
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	158
Maximum	511
Range	511
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.63609175
Coefficient of variation (CV)	2.618640467
Kurtosis	24.24426877
Mean	27.73809259
Median Absolute Deviation (MAD)	7
Skewness	4.694142224
Sum	3494223
Variance	5276.001825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	25398	20.2%
2	12819	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%
11	3293	2.6%
Other values (499)	52591	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	25398	20.2%
2	12819	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%

Value	Count	Frequency (%)
511	1012	0.8%
510	160	0.1%
509	49	< 0.1%
508	11	< 0.1%
507	3	< 0.1%
503	1	< 0.1%
502	2	< 0.1%
501	1	< 0.1%
500	2	< 0.1%
499	2	< 0.1%

serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2844867907

Minimum	0
Maximum	1
Zeros	86828
Zeros (%)	68.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4464566769
Coefficient of variation (CV)	1.569340621
Kurtosis	-1.054627756
Mean	0.2844867907
Median Absolute Deviation (MAD)	0
Skewness	0.9631882247
Sum	35837.37
Variance	0.1993235643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86828	68.9%
1	34439	27.3%
0.5	493	0.4%
0.33	321	0.3%
0.07	305	0.2%
0.06	298	0.2%
0.08	254	0.2%
0.99	250	0.2%
0.01	216	0.2%
0.25	208	0.2%
Other values (79)	2360	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86828	68.9%
0.01	216	0.2%
0.02	84	0.1%
0.03	150	0.1%
0.04	131	0.1%
0.05	192	0.2%
0.06	298	0.2%
0.07	305	0.2%
0.08	254	0.2%
0.09	189	0.2%

Value	Count	Frequency (%)
1	34439	27.3%
0.99	250	0.2%
0.98	64	0.1%
0.97	79	0.1%
0.96	41	< 0.1%
0.95	29	< 0.1%
0.94	25	< 0.1%
0.93	18	< 0.1%
0.92	15	< 0.1%
0.91	8	< 0.1%

srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	86
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2824876163

Minimum	0
Maximum	1
Zeros	88753
Zeros (%)	70.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4470235641
Coefficient of variation (CV)	1.582453666
Kurtosis	-1.044317647
Mean	0.2824876163
Median Absolute Deviation (MAD)	0
Skewness	0.9705849551
Sum	35585.53
Variance	0.1998300669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88753	70.5%
1	34874	27.7%
0.5	432	0.3%
0.33	273	0.2%
0.25	233	0.2%
0.2	132	0.1%
0.17	114	0.1%
0.05	93	0.1%
0.03	92	0.1%
0.04	83	0.1%
Other values (76)	893	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	88753	70.5%
0.01	6	< 0.1%
0.02	60	< 0.1%
0.03	92	0.1%
0.04	83	0.1%
0.05	93	0.1%
0.06	65	0.1%
0.07	67	0.1%
0.08	63	0.1%
0.09	44	< 0.1%

Value	Count	Frequency (%)
1	34874	27.7%
0.96	1	< 0.1%
0.95	40	< 0.1%
0.94	13	< 0.1%
0.93	8	< 0.1%
0.92	12	< 0.1%
0.91	16	< 0.1%
0.9	10	< 0.1%
0.89	12	< 0.1%
0.88	11	< 0.1%

rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	82
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1199594354

Minimum	0
Maximum	1
Zeros	109782
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3204366144
Coefficient of variation (CV)	2.67120809
Kurtosis	3.445782501
Mean	0.1199594354
Median Absolute Deviation (MAD)	0
Skewness	2.325517754
Sum	15111.53
Variance	0.1026796238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109782	87.1%
1	12874	10.2%
0.9	269	0.2%
0.92	216	0.2%
0.93	210	0.2%
0.89	196	0.2%
0.91	187	0.1%
0.5	163	0.1%
0.88	141	0.1%
0.95	137	0.1%
Other values (72)	1797	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109782	87.1%
0.01	61	< 0.1%
0.02	77	0.1%
0.03	99	0.1%
0.04	55	< 0.1%
0.05	37	< 0.1%
0.06	25	< 0.1%
0.07	23	< 0.1%
0.08	23	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	12874	10.2%
0.99	23	< 0.1%
0.98	17	< 0.1%
0.97	32	< 0.1%
0.96	72	0.1%
0.95	137	0.1%
0.94	121	0.1%
0.93	210	0.2%
0.92	216	0.2%
0.91	187	0.1%

srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	62
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1211842314

Minimum	0
Maximum	1
Zeros	109766
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3236483325
Coefficient of variation (CV)	2.67071325
Kurtosis	3.445769583
Mean	0.1211842314
Median Absolute Deviation (MAD)	0
Skewness	2.327018991
Sum	15265.82
Variance	0.1047482431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109766	87.1%
1	14827	11.8%
0.5	244	0.2%
0.33	160	0.1%
0.25	114	0.1%
0.2	92	0.1%
0.17	73	0.1%
0.04	50	< 0.1%
0.03	47	< 0.1%
0.14	45	< 0.1%
Other values (52)	554	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109766	87.1%
0.01	3	< 0.1%
0.02	40	< 0.1%
0.03	47	< 0.1%
0.04	50	< 0.1%
0.05	42	< 0.1%
0.06	33	< 0.1%
0.07	27	< 0.1%
0.08	40	< 0.1%
0.09	24	< 0.1%

Value	Count	Frequency (%)
1	14827	11.8%
0.96	2	< 0.1%
0.95	1	< 0.1%
0.92	2	< 0.1%
0.9	1	< 0.1%
0.89	3	< 0.1%
0.88	4	< 0.1%
0.87	3	< 0.1%
0.86	5	< 0.1%
0.85	10	< 0.1%

same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6609249675

Minimum	0
Maximum	1
Zeros	2766
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.4396235693
Coefficient of variation (CV)	0.6651641124
Kurtosis	-1.609780542
Mean	0.6609249675
Median Absolute Deviation (MAD)	0
Skewness	-0.5724865372
Sum	83258.04
Variance	0.1932688827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	76811	61.0%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.07	3438	2.7%
0.04	3227	2.6%
0.06	3220	2.6%
0.05	3088	2.5%
0.08	2815	2.2%
0	2766	2.2%
Other values (91)	19461	15.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2766	2.2%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.04	3227	2.6%
0.05	3088	2.5%
0.06	3220	2.6%
0.07	3438	2.7%
0.08	2815	2.2%
0.09	1957	1.6%

Value	Count	Frequency (%)
1	76811	61.0%
0.99	759	0.6%
0.98	97	0.1%
0.97	44	< 0.1%
0.96	16	< 0.1%
0.95	14	< 0.1%
0.94	21	< 0.1%
0.93	33	< 0.1%
0.92	43	< 0.1%
0.91	25	< 0.1%

diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	95
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06305313879

Minimum	0
Maximum	1
Zeros	76216
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.1803150357
Coefficient of variation (CV)	2.859731318
Kurtosis	18.89929202
Mean	0.06305313879
Median Absolute Deviation (MAD)	0
Skewness	4.379796406
Sum	7942.93
Variance	0.0325135121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76216	60.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.05	6887	5.5%
1	3438	2.7%
0.08	1883	1.5%
0.01	1013	0.8%
0.09	645	0.5%
0.04	627	0.5%
0.5	549	0.4%
Other values (85)	6201	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76216	60.5%
0.01	1013	0.8%
0.02	264	0.2%
0.03	282	0.2%
0.04	627	0.5%
0.05	6887	5.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.08	1883	1.5%
0.09	645	0.5%

Value	Count	Frequency (%)
1	3438	2.7%
0.99	39	< 0.1%
0.98	6	< 0.1%
0.97	7	< 0.1%
0.96	29	< 0.1%
0.95	39	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%
0.9	1	< 0.1%
0.89	1	< 0.1%

srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09732242086

Minimum	0
Maximum	1
Zeros	97573
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2598313847
Coefficient of variation (CV)	2.669799851
Kurtosis	6.816217011
Mean	0.09732242086
Median Absolute Deviation (MAD)	0
Skewness	2.86033944
Sum	12259.9
Variance	0.0675123485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97573	77.5%
1	8143	6.5%
0.01	2865	2.3%
0.5	982	0.8%
0.67	975	0.8%
0.12	904	0.7%
0.33	790	0.6%
0.02	771	0.6%
0.11	732	0.6%
0.25	724	0.6%
Other values (50)	11513	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97573	77.5%
0.01	2865	2.3%
0.02	771	0.6%
0.03	218	0.2%
0.04	187	0.1%
0.05	325	0.3%
0.06	520	0.4%
0.07	519	0.4%
0.08	653	0.5%
0.09	618	0.5%

Value	Count	Frequency (%)
1	8143	6.5%
0.88	1	< 0.1%
0.83	7	< 0.1%
0.8	60	< 0.1%
0.75	235	0.2%
0.71	9	< 0.1%
0.67	975	0.8%
0.62	7	< 0.1%
0.6	178	0.1%
0.57	33	< 0.1%

dst_host_count
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.1491998

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	82
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	99.20656545
Coefficient of variation (CV)	0.5446445307
Kurtosis	-1.065776439
Mean	182.1491998
Median Absolute Deviation (MAD)	0
Skewness	-0.8334428596
Sum	22945699
Variance	9841.942628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	74099	58.8%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%
Other values (246)	40301	32.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%

Value	Count	Frequency (%)
255	74099	58.8%
254	70	0.1%
253	89	0.1%
252	77	0.1%
251	90	0.1%
250	93	0.1%
249	78	0.1%
248	87	0.1%
247	89	0.1%
246	83	0.1%

dst_host_srv_count
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	256
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.6537246

Minimum	0
Maximum	255
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	63
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.7028855
Coefficient of variation (CV)	0.9571925666
Kurtosis	-1.756342466
Mean	115.6537246
Median Absolute Deviation (MAD)	61
Skewness	0.2837071842
Sum	14569131
Variance	12255.12886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	35993	28.6%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
20	2300	1.8%
254	2238	1.8%
6	2222	1.8%
19	2190	1.7%
Other values (246)	59827	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
6	2222	1.8%
7	2160	1.7%
8	2072	1.6%
9	1948	1.5%

Value	Count	Frequency (%)
255	35993	28.6%
254	2238	1.8%
253	472	0.4%
252	213	0.2%
251	402	0.3%
250	302	0.2%
249	248	0.2%
248	205	0.2%
247	220	0.2%
246	196	0.2%

dst_host_same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5212444829

Minimum	0
Maximum	1
Zeros	6927
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.4489500549
Coefficient of variation (CV)	0.8613041858
Kurtosis	-1.884046597
Mean	0.5212444829
Median Absolute Deviation (MAD)	0.49
Skewness	-0.01046288591
Sum	65662.21
Variance	0.2015561518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	49059	38.9%
0.01	7780	6.2%
0	6927	5.5%
0.02	6593	5.2%
0.07	5672	4.5%
0.04	5208	4.1%
0.05	4951	3.9%
0.03	4049	3.2%
0.06	3444	2.7%
0.08	2816	2.2%
Other values (91)	29473	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6927	5.5%
0.01	7780	6.2%
0.02	6593	5.2%
0.03	4049	3.2%
0.04	5208	4.1%
0.05	4951	3.9%
0.06	3444	2.7%
0.07	5672	4.5%
0.08	2816	2.2%
0.09	1740	1.4%

Value	Count	Frequency (%)
1	49059	38.9%
0.99	688	0.5%
0.98	821	0.7%
0.97	478	0.4%
0.96	675	0.5%
0.95	580	0.5%
0.94	393	0.3%
0.93	457	0.4%
0.92	341	0.3%
0.91	395	0.3%

dst_host_diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08295152891

Minimum	0
Maximum	1
Zeros	46989
Zeros (%)	37.3%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.1889224909
Coefficient of variation (CV)	2.277504626
Kurtosis	12.6342728
Mean	0.08295152891
Median Absolute Deviation (MAD)	0.02
Skewness	3.609582931
Sum	10449.57
Variance	0.03569170755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46989	37.3%
0.07	16570	13.2%
0.06	9787	7.8%
0.01	9295	7.4%
0.05	7321	5.8%
0.08	7001	5.6%
0.02	6716	5.3%
0.03	3562	2.8%
0.04	3091	2.5%
0.09	2569	2.0%
Other values (91)	13071	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46989	37.3%
0.01	9295	7.4%
0.02	6716	5.3%
0.03	3562	2.8%
0.04	3091	2.5%
0.05	7321	5.8%
0.06	9787	7.8%
0.07	16570	13.2%
0.08	7001	5.6%
0.09	2569	2.0%

Value	Count	Frequency (%)
1	2139	1.7%
0.99	31	< 0.1%
0.98	35	< 0.1%
0.97	86	0.1%
0.96	63	0.1%
0.95	87	0.1%
0.94	45	< 0.1%
0.93	54	< 0.1%
0.92	40	< 0.1%
0.91	86	0.1%

dst_host_same_src_port_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1483786873

Minimum	0
Maximum	1
Zeros	63023
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.3089983508
Coefficient of variation (CV)	2.08249821
Kurtosis	2.76236142
Mean	0.1483786873
Median Absolute Deviation (MAD)	0
Skewness	2.087032943
Sum	18691.56
Variance	0.09547998081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
1	10307	8.2%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.08	1086	0.9%
0.5	1077	0.9%
Other values (91)	18742	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.07	1051	0.8%
0.08	1086	0.9%
0.09	712	0.6%

Value	Count	Frequency (%)
1	10307	8.2%
0.99	139	0.1%
0.98	192	0.2%
0.97	145	0.1%
0.96	229	0.2%
0.95	220	0.2%
0.94	113	0.1%
0.93	159	0.1%
0.92	124	0.1%
0.91	149	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0325427079

Minimum	0
Maximum	1
Zeros	86903
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.1125642143
Coefficient of variation (CV)	3.458968893
Kurtosis	35.77292827
Mean	0.0325427079
Median Absolute Deviation (MAD)	0
Skewness	5.548151304
Sum	4099.47
Variance	0.01267070235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86903	69.0%
0.02	7952	6.3%
0.01	7146	5.7%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.5	1550	1.2%
0.06	1330	1.1%
0.07	1036	0.8%
0.25	951	0.8%
Other values (65)	6815	5.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86903	69.0%
0.01	7146	5.7%
0.02	7952	6.3%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.06	1330	1.1%
0.07	1036	0.8%
0.08	488	0.4%
0.09	414	0.3%

Value	Count	Frequency (%)
1	691	0.5%
0.97	2	< 0.1%
0.93	1	< 0.1%
0.88	1	< 0.1%
0.86	2	< 0.1%
0.83	2	< 0.1%
0.8	4	< 0.1%
0.78	1	< 0.1%
0.75	17	< 0.1%
0.73	2	< 0.1%

dst_host_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2844547201

Minimum	0
Maximum	1
Zeros	81385
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4447850937
Coefficient of variation (CV)	1.563641108
Kurtosis	-1.047019322
Mean	0.2844547201
Median Absolute Deviation (MAD)	0
Skewness	0.9659400321
Sum	35833.33
Variance	0.1978337796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81385	64.6%
1	33562	26.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.09	419	0.3%
0.08	413	0.3%
0.04	372	0.3%
0.99	304	0.2%
0.05	298	0.2%
Other values (91)	4005	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81385	64.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.04	372	0.3%
0.05	298	0.2%
0.06	174	0.1%
0.07	197	0.2%
0.08	413	0.3%
0.09	419	0.3%

Value	Count	Frequency (%)
1	33562	26.6%
0.99	304	0.2%
0.98	169	0.1%
0.97	100	0.1%
0.96	102	0.1%
0.95	71	0.1%
0.94	87	0.1%
0.93	76	0.1%
0.92	53	< 0.1%
0.91	48	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2784867272

Minimum	0
Maximum	1
Zeros	85359
Zeros (%)	67.8%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4456702021
Coefficient of variation (CV)	1.600328341
Kurtosis	-1.00801633
Mean	0.2784867272
Median Absolute Deviation (MAD)	0
Skewness	0.991721361
Sum	35081.53
Variance	0.1986219291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85359	67.8%
1	34256	27.2%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.5	107	0.1%
0.05	76	0.1%
0.08	72	0.1%
0.07	71	0.1%
Other values (90)	1358	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85359	67.8%
0.01	3762	3.0%
0.02	640	0.5%
0.03	160	0.1%
0.04	111	0.1%
0.05	76	0.1%
0.06	53	< 0.1%
0.07	71	0.1%
0.08	72	0.1%
0.09	57	< 0.1%

Value	Count	Frequency (%)
1	34256	27.2%
0.98	53	< 0.1%
0.97	56	< 0.1%
0.96	44	< 0.1%
0.95	26	< 0.1%
0.94	22	< 0.1%
0.93	20	< 0.1%
0.92	26	< 0.1%
0.91	20	< 0.1%
0.9	15	< 0.1%

dst_host_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1188323596

Minimum	0
Maximum	1
Zeros	103178
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3065586135
Coefficient of variation (CV)	2.579757017
Kurtosis	3.692684133
Mean	0.1188323596
Median Absolute Deviation (MAD)	0
Skewness	2.347432672
Sum	14969.55
Variance	0.09397818348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103178	81.9%
1	10298	8.2%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.05	408	0.3%
0.04	397	0.3%
0.91	267	0.2%
0.92	257	0.2%
0.89	244	0.2%
Other values (91)	7404	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103178	81.9%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.04	397	0.3%
0.05	408	0.3%
0.06	220	0.2%
0.07	164	0.1%
0.08	147	0.1%
0.09	104	0.1%

Value	Count	Frequency (%)
1	10298	8.2%
0.99	52	< 0.1%
0.98	68	0.1%
0.97	106	0.1%
0.96	168	0.1%
0.95	123	0.1%
0.94	135	0.1%
0.93	111	0.1%
0.92	257	0.2%
0.91	267	0.2%

dst_host_srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1202408472

Minimum	0
Maximum	1
Zeros	106615
Zeros (%)	84.6%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3194604788
Coefficient of variation (CV)	2.656838224
Kurtosis	3.520596682
Mean	0.1202408472
Median Absolute Deviation (MAD)	0
Skewness	2.337912407
Sum	15146.98
Variance	0.1020549975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	106615	84.6%
1	13231	10.5%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.05	351	0.3%
0.04	344	0.3%
0.98	189	0.2%
0.99	188	0.1%
0.06	185	0.1%
Other values (91)	2547	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	106615	84.6%
0.01	1390	1.1%
0.02	580	0.5%
0.03	352	0.3%
0.04	344	0.3%
0.05	351	0.3%
0.06	185	0.1%
0.07	97	0.1%
0.08	66	0.1%
0.09	39	< 0.1%

Value	Count	Frequency (%)
1	13231	10.5%
0.99	188	0.1%
0.98	189	0.2%
0.97	103	0.1%
0.96	78	0.1%
0.95	73	0.1%
0.94	75	0.1%
0.93	50	< 0.1%
0.92	38	< 0.1%
0.91	51	< 0.1%

attack
Categorical

HIGH CORRELATION

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

normal	67342
neptune	41214
satan	3633
ipsweep	3599
portsweep	2931
Other values (18)	7253

Length

Max length	15
Median length	6
Mean length	6.38699076
Min length	3

Characters and Unicode

Total characters	804582
Distinct characters	24
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	neptune
3rd row	normal
4th row	normal
5th row	neptune

Common Values

Value	Count	Frequency (%)
normal	67342	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
normal	67342	53.5%
neptune	41214	32.7%
satan	3633	2.9%
ipsweep	3599	2.9%
portsweep	2931	2.3%
smurf	2646	2.1%
nmap	1493	1.2%
back	956	0.8%
teardrop	892	0.7%
warezclient	890	0.7%
Other values (13)	376	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (14)	33924	4.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	804491	> 99.9%
Connector Punctuation	91	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (13)	33833	4.2%

Connector Punctuation

Value	Count	Frequency (%)
_	91	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	804491	> 99.9%
Common	91	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (13)	33833	4.2%

Common

Value	Count	Frequency (%)
_	91	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	804582	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	155804	19.4%
e	98333	12.2%
a	78970	9.8%
r	75714	9.4%
m	71528	8.9%
o	71471	8.9%
l	68308	8.5%
p	56948	7.1%
t	49623	6.2%
u	43959	5.5%
Other values (14)	33924	4.2%

last_flag
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.50405646

Minimum	0
Maximum	21
Zeros	66
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	984.3 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.291511608
Coefficient of variation (CV)	0.1174889754
Kurtosis	13.36913405
Mean	19.50405646
Median Absolute Deviation (MAD)	1
Skewness	-2.896759931
Sum	2456965
Variance	5.251025451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
21	62557	49.7%
18	20667	16.4%
20	19338	15.4%
19	10284	8.2%
15	3990	3.2%
17	3074	2.4%
16	2393	1.9%
12	729	0.6%
14	674	0.5%
11	641	0.5%
Other values (12)	1625	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	0.1%
1	62	< 0.1%
2	54	< 0.1%
3	65	0.1%
4	79	0.1%
5	81	0.1%
6	96	0.1%
7	118	0.1%
8	106	0.1%
9	194	0.2%

Value	Count	Frequency (%)
21	62557	49.7%
20	19338	15.4%
19	10284	8.2%
18	20667	16.4%
17	3074	2.4%
16	2393	1.9%
15	3990	3.2%
14	674	0.5%
13	451	0.4%
12	729	0.6%

attack_class
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	984.3 KiB

0.0	67342
1.0	45927
2.0	11656
3.0	995
4.0	52

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	377916
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	67342	53.5%
1.0	45927	36.5%
2.0	11656	9.3%
3.0	995	0.8%
4.0	52	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	67342	53.5%
1.0	45927	36.5%
2.0	11656	9.3%
3.0	995	0.8%
4.0	52	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	193314	51.2%
.	125972	33.3%
1	45927	12.2%
2	11656	3.1%
3	995	0.3%
4	52	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	251944	66.7%
Other Punctuation	125972	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	193314	76.7%
1	45927	18.2%
2	11656	4.6%
3	995	0.4%
4	52	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	125972	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	377916	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	193314	51.2%
.	125972	33.3%
1	45927	12.2%
2	11656	3.1%
3	995	0.3%
4	52	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	377916	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	193314	51.2%
.	125972	33.3%
1	45927	12.2%
2	11656	3.1%
3	995	0.3%
4	52	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack	last_flag	attack_class
0	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.0	0.00	normal	15	0.0
1	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	19	1.0
2	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.0	0.01	normal	21	0.0
3	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21	0.0
4	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21	1.0
5	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
6	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
7	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
8	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21	1.0
9	tcp	private	REJ	0	0	0	205	12	0.0	0.0	1.0	1.0	0.06	0.06	0.00	255	12	0.05	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21	1.0

Last rows

	duration	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	attack	last_flag	attack_class
125962	0	tcp	http	SF	334	1600	1	3	3	0.00	0.00	1.00	0.00	0.00	255	255	1.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21	0.0
125963	0	tcp	private	S0	0	0	0	128	9	1.00	1.00	0.07	0.05	0.00	255	12	0.05	0.06	0.00	0.00	1.00	1.0	0.00	neptune	21	1.0
125964	0	tcp	smtp	SF	2233	365	1	1	1	0.00	0.00	1.00	0.00	0.00	1	2	1.00	0.00	1.00	1.00	0.00	0.0	0.00	normal	19	0.0
125965	0	tcp	private	S0	0	0	0	113	3	1.00	1.00	0.03	0.07	0.00	255	13	0.05	0.07	0.00	0.00	1.00	1.0	0.00	neptune	21	1.0
125966	0	tcp	http	SF	359	375	1	3	11	0.33	0.09	1.00	0.00	0.18	3	255	1.00	0.00	0.33	0.04	0.33	0.0	0.00	normal	18	0.0
125967	0	tcp	private	S0	0	0	0	184	25	1.00	1.00	0.14	0.06	0.00	255	25	0.10	0.06	0.00	0.00	1.00	1.0	0.00	neptune	20	1.0
125968	8	udp	private	SF	105	145	0	2	2	0.00	0.00	1.00	0.00	0.00	255	244	0.96	0.01	0.01	0.00	0.00	0.0	0.00	normal	21	0.0
125969	0	tcp	smtp	SF	2231	384	1	1	1	0.00	0.00	1.00	0.00	0.00	255	30	0.12	0.06	0.00	0.00	0.72	0.0	0.01	normal	18	0.0
125970	0	tcp	klogin	S0	0	0	0	144	8	1.00	1.00	0.06	0.05	0.00	255	8	0.03	0.05	0.00	0.00	1.00	1.0	0.00	neptune	20	1.0
125971	0	tcp	ftp_data	SF	151	0	1	1	1	0.00	0.00	1.00	0.00	0.00	255	77	0.30	0.03	0.30	0.00	0.00	0.0	0.00	normal	21	0.0

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script